Karamintziou Sofia D, Deligiannis Nick G, Piallat Brigitte, Polosan Mircea, Chabardès Stephan, David Olivier, Stathis Pantelis G, Tagaris George A, Boviatsis Efstathios J, Sakas Damianos E, Polychronaki Georgia E, Tsirogiannis George L, Nikita Konstantina S
Biomedical Simulations and Imaging Laboratory (BIOSIM), School of Electrical and Computer Engineering, National Technical University of Athens, Athens, Greece.
J Neural Eng. 2016 Feb;13(1):016013. doi: 10.1088/1741-2560/13/1/016013. Epub 2015 Dec 22.
Almost 30 years after the start of the modern era of deep brain stimulation (DBS), the subthalamic nucleus (STN) still constitutes a standard stimulation target for advanced Parkinson's disease (PD), but the use of STN-DBS is also now supported by level I clinical evidence for treatment-refractory obsessive-compulsive disorder (OCD). Disruption of neural synchronization in the STN has been suggested as one of the possible mechanisms of action of standard and alternative patterns of STN-DBS at a local level. Meanwhile, recent experimental and computational modeling evidence has signified the efficiency of alternative patterns of stimulation; however, no indications exist for treatment-refractory OCD. Here, we comparatively simulate the desynchronizing effect of standard (regular at 130 Hz) versus temporally alternative (in terms of frequency, temporal variability and the existence of bursts or pauses) patterns of STN-DBS for PD and OCD, by means of a stochastic dynamical model and two microelectrode recording (MER) datasets.
The stochastic model is fitted to subthalamic MERs acquired during eight surgical interventions for PD and eight surgical interventions for OCD. For each dynamical system simulated, we comparatively assess the invariant density (steady-state phase distribution) as a measure inversely related to the desynchronizing effect yielded by the applied patterns of stimulation.
We demonstrate that high (130 Hz)-and low (80 Hz)-frequency irregular patterns of stimulation, and low-frequency periodic stimulation interrupted by bursts of pulses, yield in both pathologic conditions a significantly stronger desynchronizing effect compared with standard STN-DBS, and distinct alternative patterns of stimulation. In PD, values of the invariant density measure are proven to be optimal at the dorsolateral oscillatory region of the STN including sites with the optimal therapeutic window.
In addition to providing novel insights into the efficiency of low-frequency nonregular patterns of STN-DBS for advanced PD and treatment-refractory OCD, this work points to a possible correlation of a model-based outcome measure with clinical effectiveness of stimulation and may have significant implications for an energy- and therapeutically-efficient configuration of a closed-loop neuromodulation system.
在现代脑深部电刺激(DBS)时代开始近30年后,丘脑底核(STN)仍然是晚期帕金森病(PD)的标准刺激靶点,但STN-DBS的应用现在也得到了I级临床证据的支持,用于治疗难治性强迫症(OCD)。STN中神经同步的破坏被认为是STN-DBS标准和替代模式在局部水平上可能的作用机制之一。同时,最近的实验和计算建模证据表明了替代刺激模式的有效性;然而,对于难治性OCD尚无相关指征。在此,我们通过一个随机动力学模型和两个微电极记录(MER)数据集,比较模拟了STN-DBS用于PD和OCD的标准(130Hz规则)与时间上替代(在频率、时间变异性以及是否存在爆发或暂停方面)模式的去同步效应。
将随机模型拟合到在8例PD手术干预和8例OCD手术干预期间获取的丘脑底MER数据。对于模拟的每个动力系统,我们比较评估不变密度(稳态相位分布),作为与所应用刺激模式产生的去同步效应呈反比关系的一种度量。
我们证明,与标准STN-DBS和不同的替代刺激模式相比,高频(130Hz)和低频(80Hz)不规则刺激模式以及被脉冲爆发中断的低频周期性刺激,在两种病理情况下均产生显著更强的去同步效应。在PD中,不变密度度量值在STN的背外侧振荡区域被证明是最优的,包括具有最佳治疗窗口的部位。
除了为STN-DBS的低频非规则模式用于晚期PD和难治性OCD的有效性提供新的见解外,这项工作还指出了基于模型的结果度量与刺激临床有效性之间可能的相关性,并且可能对闭环神经调节系统的能量和治疗效率配置具有重要意义。